{"id":"W2965136290","doi":"10.1130/abs/2019am-334302","title":"NOVEL WAYS TO MEASURE STUDENTS’ CONCEPTUAL UNDERSTANDINGS OF GEOLOGY AND ABOUT GEOLOGY RESULTING FROM DELIBERATE TEACHING STRATEGIES","year":2019,"lang":"en","type":"article","venue":"Abstracts with programs - Geological Society of America","topic":"Engineering and Environmental Studies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Measure (data warehouse); Mathematics education; Computer science; Geology; Psychology; Data mining","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005640136,0.0005002779,0.000404716,0.001142681,0.0005578299,0.003518971,0.0007623226,0.001019414,0.006473599],"category_scores_gemma":[0.06784125,0.0003942339,0.0004012685,0.0008874764,0.001524391,0.003225978,0.002707787,0.002132123,0.0006357569],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007266745,"about_ca_system_score_gemma":0.0009271663,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005461,"about_ca_topic_score_gemma":0.001058513,"domain_scores_codex":[0.9943409,0.002675484,0.0004224008,0.0007154431,0.001576307,0.0002694184],"domain_scores_gemma":[0.908393,0.07350054,0.007656084,0.005019843,0.003326327,0.002104179],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002825353,0.01334271,0.4577965,0.001077626,0.0005608143,0.0002387219,0.0683077,0.004443972,0.05334329,0.02330011,0.003858269,0.3709049],"study_design_scores_gemma":[0.0006810708,0.006878679,0.8371497,0.000255725,0.0005365058,0.0004181849,0.03264798,0.02206251,0.059478,0.02857634,0.01099406,0.0003214044],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9771262,0.00003419541,0.01397308,0.0002212964,0.00003564332,0.0002273819,0.000137147,0.0001306514,0.008114392],"genre_scores_gemma":[0.9834169,0.00003203416,0.01379347,0.00007149182,0.000009754486,0.0005789361,0.0001247195,0.00003807816,0.001934693],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006473599,"threshold_uncertainty_score":0.02982825,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02450630742802304,"score_gpt":0.2299061073284775,"score_spread":0.2053997999004545,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}